Worth Learning

Data as of November 2, 2026

Data analysis

SQL is in 84% of these roles, vs. 19% across tech.

The skills employers mention most in open data analysis roles, and how each compares with tech as a whole.

Open roles
31
Companies hiring
14
New in the last 7 days
4
Listed as remote
At least 6%

Small sample. With only 31 open roles, a few postings can move these percentages a lot.

What sets this apart

  1. +65 SQL 84% here, 19% overall
  2. +44 Tableau 45% here, 1% overall
  3. +23 dbt 26% here, 3% overall
  4. +19 Snowflake 23% here, 4% overall

Percentage points above the share of all tech roles.

Most requested

  • Share of these roles
  • Furthest above tech overall
  • Share across all tech roles
Share of open data analysis roles and of companies mentioning each skill
Skill % of roles % of companies
SQL 26 of 31 roles · 14 of 14 companies · 19% across all tech roles 84%+65 pts 100%
Python 18 of 31 roles · 10 of 14 companies · 51% across all tech roles 58% 71%
Tableau 14 of 31 roles · 9 of 14 companies · 1% across all tech roles 45%+44 pts 64%
dbt 8 of 31 roles · 6 of 14 companies · 3% across all tech roles 26%+23 pts 43%
Snowflake 7 of 31 roles · 3 of 14 companies · 4% across all tech roles 23%+19 pts 21%
LLMs 6 of 31 roles · 4 of 14 companies · 19% across all tech roles 19% 29%
Looker 6 of 31 roles · 5 of 14 companies · 1% across all tech roles 19% 36%
Spark 6 of 31 roles · 4 of 14 companies · 9% across all tech roles 19% 29%
BigQuery 5 of 31 roles · 4 of 14 companies · 2% across all tech roles 16% 29%
Data modeling 5 of 31 roles · 5 of 14 companies · 4% across all tech roles 16% 36%
Airflow 4 of 31 roles · 4 of 14 companies · 3% across all tech roles 13% 29%
Databricks 4 of 31 roles · 2 of 14 companies · 2% across all tech roles 13% 14%
Git 4 of 31 roles · 3 of 14 companies · 2% across all tech roles 13% 21%
R 4 of 31 roles · 4 of 14 companies · 2% across all tech roles 13% 29%
ETL/ELT 3 of 31 roles · 3 of 14 companies · 4% across all tech roles 10% 21%
Excel 3 of 31 roles · 2 of 14 companies · 0% across all tech roles 10% 14%
Power BI 3 of 31 roles · 2 of 14 companies · 0% across all tech roles 10% 14%
RAG 3 of 31 roles · 2 of 14 companies · 6% across all tech roles 10% 14%
AWS 2 of 31 roles · 2 of 14 companies · 27% across all tech roles 6% 14%
Pandas 2 of 31 roles · 1 of 14 companies · 1% across all tech roles 6% 7%
See all 28 skills
SkillCategoryRoles% of rolesCompanies% of companies
SQLLanguages2683.9%14100%
PythonLanguages1858.1%1071%
TableauAnalytics1445.2%964%
dbtData825.8%643%
SnowflakeData722.6%321%
LLMsAI/ML619.4%429%
LookerAnalytics619.4%536%
SparkData619.4%429%
BigQueryData516.1%429%
Data modelingData516.1%536%
AirflowData412.9%429%
DatabricksData412.9%214%
GitInfrastructure412.9%321%
RLanguages412.9%429%
ETL/ELTData39.7%321%
ExcelAnalytics39.7%214%
Power BIAnalytics39.7%214%
RAGAI/ML39.7%214%
AWSCloud26.5%214%
PandasData26.5%17%
A/B testingAnalytics13.2%17%
AzureCloud13.2%17%
FivetranData13.2%17%
GCPCloud13.2%17%
GoLanguages13.2%17%
KafkaData13.2%17%
RubyLanguages13.2%17%
ScalaLanguages13.2%17%

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